Efficienza dei token

Classifica degli strumenti

Classifica per crescita misurata e normalizzata tra le fonti. I valori grezzi mantengono la propria finestra; una variazione richiede almeno due rilevazioni in 7 giorni.

1. 1

   nekte

   Altro

   DormienteUltimo commit 4 mesi fa · 2026-04-09

   Agent-to-Agent coordination that doesn't waste your context window. Token-efficient protocol with progressive discovery, zero-schema invocation, gRPC transport, and task lifecycle management.

   TypeScriptLicenza: MIT

   • agent-coordination
   • agent-to-agent
   • ai-protocol
   • ddd
   • grpc

   githubcreato 5 mesi facrescita misurataApri fonte ↗

   1stelle GitHubstabile
2. 2

   token_consumer

   CLI

   AttivoUltimo commit 8 giorni fa · 2026-08-28

   Measure and shrink the token cost of Claude Code skills, tier by tier: the always-on system-prompt tax, the per-invocation body, and on-demand references, each priced at the rate it is actually billed.

   PythonLicenza: MIT

   • claude
   • claude-code
   • claude-code-skills
   • cli
   • cost-optimization

   githubcreato 39 giorni facrescita misurataApri fonte ↗

   1stelle GitHubstabile
3. 3

   PromptCompressor-skill

   Skill

   AttivoUltimo commit 32 giorni fa · 2026-08-04

   A skill that shrink noisy log/output 60-90% before read — filter, group, dedupe, truncate. Cut token, cut cost, keep signal. By Dhayalan (aka Joy).

   PythonLicenza: MIT

   • claude
   • claude-ai
   • claude-code
   • claude-code-plugin
   • claude-code-skill

   githubcreato 33 giorni facrescita misurataApri fonte ↗

   Installa /plugin marketplace add Da-ya7/PromptCompressor-skill

   1stelle GitHubstabile
4. 4

   ComparEdge LLM Cost

   MCP

   AttivoUltimo commit 56 giorni fa · 2026-07-10

   Token cost math for LLM API calls: verified per-1M-token rates for 69 models, 17 providers.

   ↓ 27 download/settimanaJavaScriptLicenza: MIT

   mcpcreato 56 giorni facrescita misurataApri fonte ↗

   Installa claude mcp add comparedge-llm-cost -- npx @comparedge/llm-cost-mcp

   2stelle GitHubstabile
5. 5

   io.github.eralpozcan/vision-squeezer

   MCP

   AttivoUltimo commit 45 giorni fa · 2026-07-22

   Cut vision-LLM token costs by snapping images to tile boundaries — Claude, GPT, Gemini, Llama, Qwen

   ↓ 53 download/settimanaRustLicenza: NOASSERTION

   mcpcreato 3 mesi facrescita misurataApri fonte ↗

   Installa claude mcp add vision-squeezer -- npx vision-squeezer

   2stelle GitHubstabile
6. 6

   cycgraph

   Agente

   AttivoUltimo commit 1 giorno fa · 2026-09-03

   Agent context compressor and memory persistent orchestration

   TypeScriptLicenza: Apache-2.0

   • a2a-protocol
   • agent-framework
   • ai
   • ai-agents-framework
   • ai-tools

   githubcreato 6 mesi facrescita misurataApri fonte ↗

   2stelle GitHubstabile
7. 7

   compactor-skill

   Altro

   AttivoUltimo commit 2 mesi fa · 2026-06-15

   Claude Code skill: reduce token usage 60-80% — targeted reads, model switching, context management. One-line install.

   Licenza: MIT

   • ai-tools
   • claude-code
   • claude-code-skill
   • llm
   • productivity

   githubcreato 4 mesi facrescita misurataApri fonte ↗

   2stelle GitHubstabile
8. 8

   claude-lean-skill

   Altro

   AttivoUltimo commit 2 mesi fa · 2026-06-10

   Turn your strongest model into a conductor: route each step to the cheapest capable model, and escalate only load-bearing pieces to a pricier reviewer that catches pitfalls early. Subscription, API, or hybrid.

   ShellLicenza: MIT

   • ai-coding
   • claude
   • claude-code
   • claude-code-skill
   • cost-reduction

   githubcreato 5 mesi facrescita misurataApri fonte ↗

   2stelle GitHubstabile
9. 9

   hush

   Skill

   AttivoUltimo commit oggi · 2026-09-05

   🤫 Claude shuts up until it's done. A Claude Code plugin: one short answer at the end, the file to open, and no log dumps in your chat.

   JavaScriptLicenza: MIT

   • adhd
   • agent-skills
   • ai
   • anthropic
   • claude

   githubcreato 2 mesi facrescita misurataApri fonte ↗

   Installa /plugin marketplace add V-Songbird/hush

   49stelle GitHub+5 (+11.4 %)
10. 10

    io.github.shivam-app-developers/ai-optimizer

    MCP

    AttivoUltimo commit 33 giorni fa · 2026-08-03

    MCP server that cuts AI coding agent token usage via framework-aware context optimization

    ↓ 19 download/settimanaTypeScriptLicenza: NOASSERTION

    mcpcreato 3 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add ai-optimizer -- npx @ai-optimizer/core

    0stelle GitHubstabile
11. 11

    SpanishCaveMan

    Skill

    AttivoUltimo commit 23 giorni fa · 2026-08-13

    Claude Code skill: caveman-style token efficiency, spoken with a real Spanish regional accent

    JavaScriptLicenza: MIT

    • agent-skills
    • ai-agents
    • anthropic
    • claude-code
    • claude-code-plugin

    githubcreato 31 giorni facrescita misurataApri fonte ↗

    Installa /plugin marketplace add Mun1to/SpanishCaveMan

    2stelle GitHubstabile
12. 12

    token-reducer

    Skill

    DormienteUltimo commit 4 mesi fa · 2026-05-02

    ⚡ Cut Claude token usage by 90%+ — free, open-source, local-first context compression for Claude Code. Hybrid RAG (BM25 + ONNX vectors), AST chunking, reranking. No API needed.

    PythonLicenza: MIT

    • ai-tools
    • bm25
    • claude-code
    • claude-code-plugin
    • context-compression

    githubcreato 5 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add Madhan230205/token-reducer

    44stelle GitHubstabile
13. 13

    io.github.pgalyen1987/gate402-mcp

    MCP

    AttivoUltimo commit 33 giorni fa · 2026-08-03

    Pay-per-call agent APIs over x402: web scraping, token compression, and semantic cache.

    JavaScriptLicenza: MIT

    mcpcreato 2 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add gate402-mcp -- npx gate402-mcp

    2stelle GitHubstabile
14. 14

    io.github.alphaonedev/ai-memory

    MCP

    AttivoUltimo commit 7 giorni fa · 2026-08-29

    Persistent memory for any AI — zero token cost until recall

    RustLicenza: Apache-2.0

    mcpcreato 5 mesi facrescita misurataApri fonte ↗

    44stelle GitHubstabile
15. 15

    io.github.alibaizhanov/densely

    MCP

    AttivoUltimo commit 23 giorni fa · 2026-08-13

    Lossless context compression: 2-8x fewer tokens, byte-exact recovery, search inside payloads

    PythonLicenza: MIT

    mcpcreato 28 giorni fanuovocrescita misurataApri fonte ↗

    Installa claude mcp add densely -- uvx densely

    6stelle GitHubstabile
16. 16

    rosetta

    Altro

    DormienteUltimo commit 3 mesi fa · 2026-05-12

    Translate any language to English before Claude processes it. ~49% token savings combined with caveman.

    PythonLicenza: MIT

    • claude-code
    • claude-code-skill
    • developer-tools
    • llm
    • multilingual

    githubcreato 3 mesi facrescita misurataApri fonte ↗

    2stelle GitHubstabile
17. 17

    Few-Word

    Skill

    DormienteUltimo commit 7 mesi fa · 2026-01-23

    Claude Code plugin that offloads large outputs to filesystem and retrieves when required.

    Python

    • ai-agents
    • claude-code
    • claude-code-hooks
    • claude-code-plugin
    • claude-code-plugins

    githubcreato 8 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add sheeki03/Few-Word

    38stelle GitHubstabile
18. 18

    token-efficiency

    Skill

    AttivoUltimo commit 2 mesi fa · 2026-06-17

    A Claude Code plugin that shows exactly where your AI coding session wasted tokens — and how to fix it. Flags waste, never quality. Runs locally.

    PythonLicenza: MIT

    • agent-skills
    • anthropic
    • claude-code
    • claude-code-plugin
    • claude-code-skills

    githubcreato 2 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add Jimmynycu/token-efficiency

    2stelle GitHubstabile
19. 19

    unclog

    MCP

    DormienteUltimo commit 4 mesi fa · 2026-04-25

    Audit MCP servers, skills, and CLAUDE.md bloat eating your Claude Code context window.

    PythonLicenza: MIT

    • claude
    • claude-code
    • claude-code-plugin
    • cli
    • context-window

    githubcreato 4 mesi facrescita misurataApri fonte ↗

    35stelle GitHubstabile
20. 20

    io.github.semihkayan/codeweave

    MCP

    DormienteUltimo commit 3 mesi fa · 2026-05-26

    Save tokens while coding — your AI agent gets structured code context, not file dumps.

    ↓ 67 download/settimanaTypeScriptLicenza: Apache-2.0

    mcpcreato 5 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add codeweave -- npx @codeweave/mcp

    4stelle GitHubstabile
21. 21

    context-graph-compressor

    Skill

    DormienteUltimo commit 3 mesi fa · 2026-05-30

    Convert long AI conversations into portable conversation state graphs for LLM handoffs.

    Licenza: MIT

    • age
    • agent
    • ai
    • chatgpt
    • claude-ai

    githubcreato 3 mesi facrescita misurataApri fonte ↗

    Installa git clone https://github.com/Adityapal67/context-graph-compressor ~/.claude/skills/context-graph-compressor

    35stelle GitHubstabile
22. 22

    CompactPrompt

    MCP

    AttivoUltimo commit 43 giorni fa · 2026-07-24

    Review and compact prompts, docs, and AI-agent skills to save tokens, preserving structure.

    ↓ 27 download/settimanaPythonLicenza: MIT

    mcpcreato 2 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add compactprompt -- uvx compactprompt

    0stelle GitHubstabile
23. 23

    io.github.Arrayo/smart-context-mcp

    MCP

    AttivoUltimo commit 2 mesi fa · 2026-06-11

    Reduces AI agent token usage by 90% via context compression and task checkpoint persistence.

    ↓ 98 download/settimanaJavaScriptLicenza: MIT

    mcpcreato 5 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add smart-context-mcp -- npx smart-context-mcp

    4stelle GitHubstabile
24. 24

    claude-code-eco

    Skill

    AttivoUltimo commit 20 giorni fa · 2026-08-16

    Eco mode for Claude Code. /eco: -31% to -73% output tokens with critical findings intact; /eco-max: up to -75% with lowered effort. Measured hardest on Claude Fable 5 (fable5), deep-studied on Sonnet 5, works on Opus 4.8 too. We publish our…

    JavaScriptLicenza: MIT

    • ai-agents
    • anthropic
    • claude
    • claude-ai
    • claude-code

    githubcreato 2 mesi facrescita misurataApri fonte ↗

    Installa /plugin marketplace add sup3x/claude-code-eco

    33stelle GitHubstabile
25. 25

    io.github.dawitlabs/capsule

    MCP

    AttivoUltimo commit 2 mesi fa · 2026-07-03

    Compact, source-linked context packs that reduce token waste for coding agents.

    TypeScriptLicenza: MIT

    mcpcreato 2 mesi facrescita misurataApri fonte ↗

    Installa claude mcp add capsule -- npx capsulectx

    4stelle GitHubstabile